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Food and Beverage Menu Package Recommendation System Using Fp-Growth Algorithm Pratama, Aldi Nanda; Gunawan, Catur Eri; Muarie, Muhamad Son
Jurnal Teknologi Informatika dan Komputer Vol. 11 No. 2 (2025): Jurnal Teknologi Informatika dan Komputer
Publisher : Universitas Mohammad Husni Thamrin

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37012/jtik.v11i2.2784

Abstract

In the era of digitalization, data utilization has emerged as a key to increasing company competitiveness in the current era of digital transformation, especially in the culinary industry. Recommendation systems are one way of analyzing data. Kedai Kopi Raja Palembang has so far only used transaction data as documentation without further analysis, making it difficult to determine sales products and customer purchasing patterns. This study aims to develop a menu package recommendation system using the Fp-Growth algorithm to analyze transaction data and provide more relevant recommendations. The development method used is the prototype method, with the provisions of the Knowledge Discovery in Database (KDD) stages which include data selection, preprocessing, transformation, application of the Fp-Growth algorithm, and evaluation using the Lift Ratio. The system was developed using Python and allows users to flexibly determine the minimum support and confidence values. The results of the study from the data used in the Raja Coffee Shop transaction history show that the system successfully identified 24 association rules from a minimum support of 1% and a Confidence of 70%. Then, an evaluation was carried out using the Lift Ratio which has a strong relationship between items and the 5 highest rules were taken from the Lift Ratio results for the recommendation menu. The implementation of the Fp-Growth algorithm in a transaction data-based recommendation system can enable business owners to make decisions by utilizing transaction data, to increase the efficiency of menu preparation, and become a model for other culinary businesses in optimizing marketing strategies.
Sistem Informasi Layanan Internship Mahasiswa Pada Sekretariat DPRD Provinsi Sumatera Selatan M. Calvin Septiano. K; Muhamad Son Muarie
Prosiding Vol 7 No 1 (2025): SNISTEK
Publisher : LPPM Universitas Putera Batam

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33884/psnistek.v7i1.10729

Abstract

The student internship services at the Regional House of Representatives (DPRD) Secretariat of South Sumatra Province are still conducted manually, covering registration, proposal submission, logbook recording, certificate issuance, and assessment. This process often causes delays, risks of document loss, and limited transparency and data accuracy. This study aims to design and develop a web-based Student Internship Service Information System using the Rapid Application Development (RAD) method, emphasizing speed and direct user involvement at each stage. Data were collected through field observations, informal interviews, document analysis, and literature review, then processed through requirement planning with a fishbone diagram, system design using UML and ERD in the design workshop stage, and implementation with the Laravel framework. The system includes modules for registration and authentication, document uploads, daily logbook recording and printing, an admin dashboard for participant management, and digital certificate and grade generation. Black-box testing was applied to all modules, including registration, authentication, document uploads, logbook recording, participant management, and certificate and grade generation. Tests with various input scenarios verified that each function worked according to specifications. Results show that all modules functioned well, with no errors in core processes, providing accurate feedback and supporting real-time tracking of internship status. This research contributes a comprehensive internship information system model for a regional legislative environment, serving as a reference for digitalizing public services in other local government
Service Quality Analysis Of Academic Information Systems (SIAKAD) Siti Khodijah Palembang Health Science High School Using The E-S-Qual Model Ovianty, Whindy; Gunawan, Catur Eri; Muarie, Muhamad Son
The Future of Education Journal Vol 4 No 7 (2025): #2
Publisher : Lembaga Penerbitan dan Publikasi Ilmiah Yayasan Pendidikan Tumpuan Bangsa

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.61445/tofedu.v4i7.966

Abstract

Higher education institutions are increasingly reliant on academic information systems to manage comprehensive academic processes. However, a preliminary survey of several respondents revealed user complaints regarding the service quality of these systems. Further analysis identified a gap between user expectations and perceptions of the service quality of the implemented academic information systems. This study aims to measure the service quality of SIAKAD (Academic Information System) at Siti Khodijah College of Health Sciences using the E-S-Qual model, which incorporates four dimensions: reliability, responsiveness, fulfillment, and efficiency. A quantitative approach was employed through a survey targeting students and lecturers. Data were collected using a questionnaire adapted from the E-S-QUAL (Electronic Service Quality) indicators to evaluate the academic information system’s service quality. The results show that there is a negative gap in all dimensions, which means that service quality has not fully met user expectations. The Efficiency dimension has the largest gap (-1.19), followed by Fulfillment (-1.13) and System Availability (-1.12), while the  dimension has the smallest gap (-1.08). These findings indicate the need for improvement, especially in the aspects of efficiency and fulfillment of service promises to increase user satisfaction. This study provides recommendations for information system managers to make improvements to the service process and conduct periodic evaluations for continuous improvement in service quality.
Perancangan Sistem Informasi Pengarsipan Surat Masuk dan Keluar Berbasis Web pada Subbagian Tata Usaha Sekretariat DPRD Provinsi Sumatera Selatan Maisito, Eka; Muarie, Muhamad Son
Prosiding Seminar Nasional Universitas Ma Chung (Informatika & Sistem Informasi Bahasa dan Seni
Publisher : Ma Chung Press

Show Abstract | Download Original | Original Source | Check in Google Scholar

Abstract

Administrasi surat menyurat merupakan salah satu aspek penting dalam tata kelola lembaga pemerintahan karena berfungsi sebagai media komunikasi resmi dan sarana dokumentasi kegiatan. Namun, Subbagian Tata Usaha Sekretariat DPRD Provinsi Sumsel hingga kini masih mengelola surat masuk dan keluar secara manual menggunakan buku ekspedisi dan penyimpanan arsip fisik. Cara konvensional ini menimbulkan berbagai kendala, di antaranya lambatnya proses pencarian dokumen, risiko kehilangan atau kerusakan arsip, serta keterbatasan dalam melakukan rekapitulasi data secara cepat dan akurat. Kondisi ini memperlihatkan perlunya solusi digital yang dapat meningkatkan efektivitas, efisiensi, dan transparansi administrasi.Penelitian ini bertujuan untuk merancang sistem informasi pengarsipan surat masuk dan keluar berbasis web yang sesuai dengan kebutuhan Subbagian Tata Usaha Sekretariat DPRD Provinsi Sumsel. Pendekatan yang digunakan adalah Object-Oriented Analysis and Design dengan pemodelan Unified Modeling Language. Tahapan penelitian meliputi pengumpulan data melalui observasi dan wawancara, analisis kebutuhan sistem, pemetaan alur kerja menggunakan Business Process Model and Notation, perancangan Use Case Diagram, Activity Diagram, dan Class Diagram, serta pembuatan prototipe antarmuka pengguna menggunakan Figma. Sistem yang dirancang menyediakan fitur utama berupa autentikasi login, dashboard informasi, manajemen data surat masuk/keluar, pencarian arsip digital, dan pencetakan laporan, disertai perhatian terhadap aspek non-fungsional seperti keamanan, kemudahan penggunaan, dan fleksibilitas. Hasil penelitian berupa rancangan sistem informasi yang terstruktur dan siap untuk tahap implementasi. Rancangan ini diharapkan dapat mempercepat proses pencatatan dan pencarian arsip, mengurangi risiko kehilangan dokumen, serta mendukung pengelolaan administrasi surat secara transparan dan terintegrasi. Dengan demikian, penelitian ini memberikan kontribusi nyata sebagai solusi awal transformasi digital di lingkungan Sekretariat DPRD Provinsi Sumsel.
Food and Beverage Menu Package Recommendation System Using Fp-Growth Algorithm Pratama, Aldi Nanda; Gunawan, Catur Eri; Muarie, Muhamad Son
Jurnal Teknologi Informatika dan Komputer Vol. 11 No. 2 (2025): Jurnal Teknologi Informatika dan Komputer
Publisher : Universitas Mohammad Husni Thamrin

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37012/jtik.v11i2.2784

Abstract

In the era of digitalization, data utilization has emerged as a key to increasing company competitiveness in the current era of digital transformation, especially in the culinary industry. Recommendation systems are one way of analyzing data. Kedai Kopi Raja Palembang has so far only used transaction data as documentation without further analysis, making it difficult to determine sales products and customer purchasing patterns. This study aims to develop a menu package recommendation system using the Fp-Growth algorithm to analyze transaction data and provide more relevant recommendations. The development method used is the prototype method, with the provisions of the Knowledge Discovery in Database (KDD) stages which include data selection, preprocessing, transformation, application of the Fp-Growth algorithm, and evaluation using the Lift Ratio. The system was developed using Python and allows users to flexibly determine the minimum support and confidence values. The results of the study from the data used in the Raja Coffee Shop transaction history show that the system successfully identified 24 association rules from a minimum support of 1% and a Confidence of 70%. Then, an evaluation was carried out using the Lift Ratio which has a strong relationship between items and the 5 highest rules were taken from the Lift Ratio results for the recommendation menu. The implementation of the Fp-Growth algorithm in a transaction data-based recommendation system can enable business owners to make decisions by utilizing transaction data, to increase the efficiency of menu preparation, and become a model for other culinary businesses in optimizing marketing strategies.
PERANCANGAN SISTEM PRESENSI PESERTA KERJA PRAKTIK PADA KANTOR WILAYAH KEMENTRIAN AGAMA PROVINSI SUMATERA SELATAN Nia Saka Lena; Muhamad Son Muarie
Jurnal Riset Sistem Informasi Vol. 3 No. 1 (2026): Januari : Jurnal Riset Sistem Informasi
Publisher : CV. Denasya Smart Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.69714/emkymn19

Abstract

The internship attendance system at the Regional Office of the Ministry of Religious Affairs of South Sumatra Province still faces several issues, such as the potential for time manipulation, long queues due to a single QR code point, and inefficient attendance data recap procedures. The current process, which uses Google Spreadsheet, also cannot ensure alignment between the recorded attendance time and the participants’ actual physical arrival. To address these problems, this study designs a web-based attendance system that is more accurate, structured, and accessible without QR code scanning. This research applies a qualitative approach through field observation, interviews with responsible staff, and literature review. The system development adopts the Rapid Application Development (RAD) method, enabling quick iterations and active user involvement during the design phase. The results include a system design featuring account registration, check-in and check-out attendance, admin verification, attendance time settings, and automated real-time attendance reporting. This system is expected to enhance the effectiveness, accuracy, and efficiency of internship attendance management at the Regional Office of the Ministry of Religious Affairs of South Sumatra Province.
PERANCANGAN SISTEM INFORMASI PEMINJAMAN AULA PADA KANTOR WILAYAH KEMENTERIAN AGAMA PROVINSI SUMATERA SELATAN Silva Melvina; Muhamad Son Muarie
Jurnal Riset Sistem Informasi Vol. 3 No. 1 (2026): Januari : Jurnal Riset Sistem Informasi
Publisher : CV. Denasya Smart Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.69714/kfcz0x40

Abstract

The management of hall borrowing at the Regional Office of the Ministry of Religious Affairs of South Sumatra Province is still carried out manually through written requests and manual records, which often causes problems such as schedule conflicts, delayed information, and inefficient administrative processes. This study aims to design a hall borrowing information system that can manage the submission, scheduling, and approval processes in a structured and transparent manner. This research uses a qualitative approach with data collection techniques through observation, interviews, and literature study. The system development method applied is Rapid Application Development (RAD), focused only on the design stage. The results of this study are system design models including use case diagrams, activity diagrams, class diagrams, and user interface designs. This design is expected to become the basis for future system development to improve efficiency, transparency, and accuracy in the hall borrowing process.
RANCANG BANGUN SISTEM PENDING ONGKOS ANGKUT PADA DEPARTEMEN VERIFIKASI AKUNTANSI PT PUPUK SRIWIDJAJA PALEMBANG Erlin Lilis; Muhamad Son Muarie
Jurnal Riset Sistem Informasi Vol. 3 No. 1 (2026): Januari : Jurnal Riset Sistem Informasi
Publisher : CV. Denasya Smart Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.69714/bg3w5w79

Abstract

Financial document verification is an essential part of a company’s internal control system to ensure the accuracy, validity, and reliability of financial reporting. At PT Pupuk Sriwidjaja Palembang, the verification process for freight cost documents is still carried out manually using Google Spreadsheets, which causes several issues such as the loss of document history, difficulties in tracking document status, and delays in the verification process due to ineffective interdepartmental coordination. This study aims to design and develop an integrated Freight Cost Pending System to support a more structured and transparent document verification process. The research method applied is Object Oriented Analysis and Design (OOAD) with a prototype development approach. Data were collected through observation, informal interviews, documentation studies, and literature reviews. The results indicate that the developed system is able to record document status and history in real time, improve verification efficiency, minimize the risk of data loss, and strengthen coordination between the Accounting Verification Department and the Marketing and Sales Administration Department
SISTEM INFORMASI PERHITUNGAN LEMBUR DAN INSENTIF UNTUK MENDUKUNG TRANSPARANSI KOMPENSASI KARYAWAN PADA PT PUPUK SRIWIDJAJA PALEMBANG Putri Delarani Azzahra; Muhamad Son Muarie
Jurnal Riset Teknik Komputer Vol. 2 No. 4 (2025): Desember : Jurnal Riset Teknik Komputer (JURTIKOM)
Publisher : CV. Denasya Smart Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.69714/xyxj4326

Abstract

The rapid development of information technology requires companies to manage data and business processes effectively, including employee compensation management. PT Pupuk Sriwidjaja Palembang, as a state-owned enterprise with a large number of employees, requires an information system that can support accurate, efficient, and transparent overtime and incentive calculations. The background of this study is the existence of semi-manual processes in the recapitulation and verification of overtime and incentive data, which may lead to errors and delays in payment. The methods used in this internship study include observation, interviews, documentation, and literature review, as well as system analysis using the Rapid Application Development (RAD) method. The results of the discussion indicate that an integrated overtime and incentive calculation information system, connected with attendance, personnel, and financial systems, is able to improve process efficiency, calculation accuracy, and support transparency in employee compensation. However, further system development is still needed to reduce manual processes and enhance real-time information access for employees.